{"id":"W2134565605","doi":"10.29173/cmplct19017","title":"Schools and Complexity","year":2014,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Affect (linguistics); Context (archaeology); Quality (philosophy); Simple (philosophy); Public relations; Political science; Computer science; Management science; Psychology; Geography; Engineering; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006384493,0.0005101986,0.0009529137,0.003044303,0.005022684,0.01076593,0.001057429,0.002024759,0.01138502],"category_scores_gemma":[0.01904118,0.0003489486,0.0007650778,0.002270344,0.03320249,0.01024622,0.009967718,0.003424398,0.000573898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009539785,"about_ca_system_score_gemma":0.007809735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005357142,"about_ca_topic_score_gemma":0.006377636,"domain_scores_codex":[0.9896746,0.005561125,0.0004861134,0.001097445,0.002205617,0.0009751587],"domain_scores_gemma":[0.9817725,0.009895517,0.002451949,0.001754661,0.001825297,0.002300078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002682992,0.00003229428,0.00385563,0.0002086895,0.0000461526,0.0001203846,0.004799224,0.001144397,0.00006467371,0.9656255,0.00584698,0.01822908],"study_design_scores_gemma":[0.00002308763,0.00004106026,0.003813201,0.0003307292,0.00002220843,0.0002012404,0.005306409,0.0008432305,0.0000744637,0.8774991,0.1118167,0.00002849713],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1366185,0.02869287,0.07255002,0.176367,0.001936274,0.0005567902,0.0004192499,0.000235215,0.5826241],"genre_scores_gemma":[0.9635856,0.007197868,0.01085037,0.005219813,0.000802411,0.0001991896,0.0001354141,0.00005938198,0.01194996],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01138502,"threshold_uncertainty_score":0.06921631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2463271301677511,"score_gpt":0.458815260035897,"score_spread":0.2124881298681459,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}